{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 颜色蒙版，绿色屏幕\n",
    "\n",
    "### 导入资源"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "import cv2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读入并显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image dimensions: (450, 660, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f42da62e978>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read in the image\n",
    "image = mpimg.imread('car_green_screen.jpg')\n",
    "\n",
    "# Print out the image dimensions (height, width, and depth (color))\n",
    "print('Image dimensions:', image.shape)\n",
    "\n",
    "# Display the image\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 定义颜色阈值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define our color selection boundaries in RGB values\n",
    "lower_green = np.array([0,180,0]) \n",
    "upper_green = np.array([100,255,100])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 创建一个蒙版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f42a4247e10>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the masked area\n",
    "mask = cv2.inRange(image, lower_green, upper_green)\n",
    "\n",
    "# Vizualize the mask\n",
    "plt.imshow(mask, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f42a27c3e48>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Mask the image to let the car show through\n",
    "masked_image = np.copy(image)\n",
    "\n",
    "masked_image[mask != 0] = [0, 0, 0]\n",
    "\n",
    "# Display it!\n",
    "plt.imshow(masked_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f42a2726f98>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "660"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = mask!=0\n",
    "len(res[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TODO: 添加蒙版并添加背景图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(575, 1024, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f42a0e70128>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load in a background image, and convert it to RGB \n",
    "background_image = mpimg.imread('sky.jpg')\n",
    "## TODO: Crop it or resize the background to be the right size (450x660)\n",
    "# bi = np.copy(background_image)\n",
    "# bi[mask != 0] = [0, 0, 0]\n",
    "print(background_image.shape)\n",
    "plt.imshow(background_image)\n",
    "## TODO: Mask the cropped background so that the pizza area is blocked\n",
    "# Hint mask the opposite area of the previous image\n",
    "\n",
    "## TODO: Display the background and make sure \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TODO:  创建一个完整的图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "## TODO: Add the two images together to create a complete image!\n",
    "# complete_image = masked_image + crop_background\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
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